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免疫反应网络与眼镜蛇咬伤后功能恢复的临床特征的关联。

Association of a Network of Immunologic Response and Clinical Features With the Functional Recovery From Crotalinae Snakebite Envenoming.

机构信息

Department of Surgery, Duke University, Durham, NC, United States.

DecisionQ, Arlington, VA, United States.

出版信息

Front Immunol. 2021 Mar 15;12:628113. doi: 10.3389/fimmu.2021.628113. eCollection 2021.

Abstract

BACKGROUND

The immunologic pathways activated during snakebite envenoming (SBE) are poorly described, and their association with recovery is unclear. The immunologic response in SBE could inform a prognostic model to predict recovery. The purpose of this study was to develop pre- and post-antivenom prognostic models comprised of clinical features and immunologic cytokine data that are associated with recovery from SBE.

MATERIALS AND METHODS

We performed a prospective cohort study in an academic medical center emergency department. We enrolled consecutive patients with Crotalinae SBE and obtained serum samples based on previously described criteria for the Surgical Critical Care Initiative (SC2i)(ClinicalTrials.gov Identifier: NCT02182180). We assessed a standard set of clinical variables and measured 35 unique cytokines using Luminex Cytokine 35-Plex Human Panel pre- and post-antivenom administration. The Patient-Specific Functional Scale (PSFS), a well-validated patient-reported outcome of functional recovery, was assessed at 0, 7, 14, 21 and 28 days and the area under the patient curve (PSFS AUPC) determined. We performed Bayesian Belief Network (BBN) modeling to represent relationships with a diagram composed of nodes and arcs. Each node represents a cytokine or clinical feature and each arc represents a joint-probability distribution (JPD).

RESULTS

Twenty-eight SBE patients were enrolled. Preliminary results from 24 patients with clinical data, 9 patients with pre-antivenom and 11 patients with post-antivenom cytokine data are presented. The group was mostly female (82%) with a mean age of 38.1 (SD ± 9.8) years. In the pre-antivenom model, the variables most closely associated with the PSFS AUPC are predominantly clinical features. In the post-antivenom model, cytokines are more fully incorporated into the model. The variables most closely associated with the PSFS AUPC are age, antihistamines, white blood cell count (WBC), HGF, CCL5 and VEGF. The most influential variables are age, antihistamines and EGF. Both the pre- and post-antivenom models perform well with AUCs of 0.87 and 0.90 respectively.

DISCUSSION

Pre- and post-antivenom networks of cytokines and clinical features were associated with functional recovery measured by the PSFS AUPC over 28 days. With additional data, we can identify prognostic models using immunologic and clinical variables to predict recovery from SBE.

摘要

背景

蛇咬伤(SBE)过程中激活的免疫途径描述甚少,其与恢复的关系尚不清楚。SBE 中的免疫反应可以为预测恢复的预后模型提供信息。本研究的目的是开发由临床特征和免疫细胞因子数据组成的、与 SBE 恢复相关的、包含抗蛇毒血清前后的预后模型。

材料和方法

我们在学术医疗中心急诊室进行了一项前瞻性队列研究。我们纳入了连续的 Crotalinae SBE 患者,并根据先前描述的 Surgical Critical Care Initiative(SC2i)标准(ClinicalTrials.gov 标识符:NCT02182180)获得血清样本。我们评估了一套标准的临床变量,并在给予抗蛇毒血清前后使用 Luminex Cytokine 35-Plex Human Panel 测量了 35 种独特的细胞因子。在 0、7、14、21 和 28 天时,使用经过充分验证的患者功能恢复的患者特异性功能量表(PSFS)进行评估,并确定患者曲线下面积(PSFS AUPC)。我们使用贝叶斯信念网络(BBN)建模来表示关系,该模型由节点和弧组成。每个节点代表一种细胞因子或临床特征,每个弧代表一个联合概率分布(JPD)。

结果

共纳入 28 例 SBE 患者。目前报告了 24 例具有临床数据、9 例具有抗蛇毒血清前细胞因子数据和 11 例具有抗蛇毒血清后细胞因子数据的患者的初步结果。该组患者主要为女性(82%),平均年龄为 38.1(标准差±9.8)岁。在抗蛇毒血清前模型中,与 PSFS AUPC 最密切相关的变量主要是临床特征。在抗蛇毒血清后模型中,细胞因子被更充分地纳入模型。与 PSFS AUPC 最密切相关的变量是年龄、抗组胺药、白细胞计数(WBC)、HGF、CCL5 和 VEGF。最有影响力的变量是年龄、抗组胺药和 EGF。抗蛇毒血清前和后模型的 AUC 分别为 0.87 和 0.90,性能均良好。

讨论

通过 PSFS AUPC 测量,在 28 天内,与功能恢复相关的细胞因子和临床特征的抗蛇毒血清前后网络。随着更多数据的积累,我们可以使用免疫和临床变量来识别预后模型,从而预测 SBE 的恢复。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6e4e/8006329/78056b235fe7/fimmu-12-628113-g001.jpg

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